MOA

Author

Joseph H

1 Intoduction

This report is one of 493,845 that I will make, and one of 104,070,413 that could be made.
I “toke” the 1.4 TB Linked-In data that was breached in 2020, and turned it into some insights to power my job HUNT.
The insights I could share in this report, that are also related to my goals, are:
- Industry base recruitment trend.
- Company base workforce timeline.
- Current/part workforce info:
- Basic info: Name, job title, status, social link. I could add geo-location for some that have the data, but it would look creepy.
- Their work period.
- Their experiences.

2 About me

Salutations; I’m Joseph, a self-taught data analyst, engineer, and scraper.
Despite life’s challenges, my goal remains a remote job, either full or part-time, and having friends to tackle the challenges of this changing world with.
To show my skills and dedication, I made a project that yielded this tailored report.

3 About the project

3.1 How this project comes to life?

First time I searched for a remote job I scraped contact info from Google map, then switch to LinkedIn… But I could never contact anyone on a “personal level”; So, I remembered the existance of a 2020 LinkedIn data leak and decided to give it a try.

The tools I used are: Python, Polars, and DuckDB

3.2 The process

The process was done in my local machine, and it was as followed.

Alt text

4 General graphs

4.1 market research indestry’s yearly new recruit count

4.2 moa’s workforce status over the years

5 Workforce sample

5.1 Ahmad Moaledji

Job title: Acunting
Associated: True
Socials: https://linkedin.com/in/ahmad-moaledji-6a410728

5.1.1 Ahmad Moaledji’s working period at moa

5.1.2 Gantt plot of Ahmad Moaledji’s experience

5.2 Amandine Ambos

Job title: Assistante achats and chef de produit
Associated: True
Socials: https://linkedin.com/in/amandine-ambos-55782210b

5.2.1 Amandine Ambos’s working period at moa

5.2.2 Gantt plot of Amandine Ambos’s experience

5.3 Andra Karlsone

Job title: Senior officer
Associated: True
Socials: https://linkedin.com/in/andra-karlsone-1a750b85

5.3.1 Andra Karlsone’s working period at moa

5.3.2 Gantt plot of Andra Karlsone’s experience

5.4 Angelic Bloemberg

Job title: Personeelscoã rdinator opleidingen
Associated: False
Socials: https://linkedin.com/in/angelic-bloemberg-ab80728 | https://linkedin.com/in/angelicbloemberg | https://twitter.com/bloembergadvies

5.4.1 Angelic Bloemberg’s working period at moa

5.4.2 Gantt plot of Angelic Bloemberg’s experience

5.5 Anita Cox

Job title: Bestuur sectie onderwijs moa
Associated: True
Socials: https://linkedin.com/in/anitacox

5.5.1 Anita Cox’s working period at moa

5.5.2 Gantt plot of Anita Cox’s experience

5.6 Anne Brenninkmeijer

Job title: Relatie and sponsormanager
Associated: False
Socials: https://linkedin.com/in/anne-brenninkmeijer-9b70665

5.6.1 Anne Brenninkmeijer’s working period at moa

5.6.2 Gantt plot of Anne Brenninkmeijer’s experience

5.7 Anwar Ibrahim

Job title: Techinician
Associated: True
Socials: https://linkedin.com/in/anwar-ibrahim-18022b10

5.7.1 Anwar Ibrahim’s working period at moa

5.7.2 Gantt plot of Anwar Ibrahim’s experience

5.8 Arianna Ardia-Wenink

Job title: Events program and sponsoring manager
Associated: False
Socials: https://linkedin.com/in/ariannaardia | https://linkedin.com/in/arianna-ardia-wenink-86176b5

5.8.1 Arianna Ardia-Wenink’s working period at moa

5.8.2 Gantt plot of Arianna Ardia-Wenink’s experience

5.9 Cendrine Abrial

Job title: Responsable de magasin
Associated: True
Socials: https://linkedin.com/in/cendrine-abrial-b55355157

5.9.1 Cendrine Abrial’s working period at moa

5.9.2 Gantt plot of Cendrine Abrial’s experience

5.10 Constanza Lopez

Job title: Styliste graphiste
Associated: True
Socials: https://linkedin.com/in/constanza-lopez-67ab3442

5.10.1 Constanza Lopez’s working period at moa

5.10.2 Gantt plot of Constanza Lopez’s experience

5.11 Dinah Hunsel

Job title: Coã rdinator profgroepen and office assistant
Associated: True
Socials: https://linkedin.com/in/dinah-hunsel-1080956

5.11.1 Dinah Hunsel’s working period at moa

5.11.2 Gantt plot of Dinah Hunsel’s experience

5.12 Dlamini Justice

Job title: Agric economist
Associated: True
Socials: https://linkedin.com/in/dlamini-justice-1a4243a5

5.12.1 Dlamini Justice’s working period at moa

5.12.2 Gantt plot of Dlamini Justice’s experience

5.13 Edith Laroche

Job title: Cap vente
Associated: True
Socials: https://linkedin.com/in/edith-laroche-751795199

5.13.1 Edith Laroche’s working period at moa

5.13.2 Gantt plot of Edith Laroche’s experience

5.14 Elias Awol

Job title: Drainage and irrigation engineer
Associated: True
Socials: https://linkedin.com/in/elias-awol-01482540

5.14.1 Elias Awol’s working period at moa

5.14.2 Gantt plot of Elias Awol’s experience

5.15 Elisa Gijsen

Job title: Founder
Associated: True
Socials: https://facebook.com/elisagijsen | https://linkedin.com/in/elisa-gijsen-527b2720

5.15.1 Elisa Gijsen’s working period at moa

5.15.2 Gantt plot of Elisa Gijsen’s experience

5.16 Eudia Winia

Job title: Secretaresse
Associated: False
Socials: https://linkedin.com/in/eudia-winia-2064977 | https://linkedin.com/in/eudia-ruimwijk-2064977

5.16.1 Eudia Winia’s working period at moa

5.16.2 Gantt plot of Eudia Winia’s experience

5.17 Fofana Alhagie

Job title: Accounts clerk
Associated: True
Socials: https://linkedin.com/in/fofana-alhagie-62528643

5.17.1 Fofana Alhagie’s working period at moa

5.17.2 Gantt plot of Fofana Alhagie’s experience

5.18 Genizeb Ayaye

Job title: Lua
Associated: True
Socials: https://linkedin.com/in/genizeb-ayaye-a9212533

5.18.1 Genizeb Ayaye’s working period at moa

5.18.2 Gantt plot of Genizeb Ayaye’s experience

5.19 Getu G.Gelagay

Job title: Agronomist
Associated: True
Socials: https://linkedin.com/in/getu-g-gelagay-701a593a

5.19.1 Getu G.Gelagay’s working period at moa

5.19.2 Gantt plot of Getu G.Gelagay’s experience

5.20 Gireesh Kumar

Job title: It administrator
Associated: True
Socials: https://facebook.com/gireesh.kumar.10485 | https://linkedin.com/in/gireesh-kumar-155b421b

5.20.1 Gireesh Kumar’s working period at moa

5.20.2 Gantt plot of Gireesh Kumar’s experience

5.21 Heather Murad

Job title: Accounts manager
Associated: True
Socials: https://linkedin.com/in/heather-murad-213b079

5.21.1 Heather Murad’s working period at moa

5.21.2 Gantt plot of Heather Murad’s experience

5.22 Helen Ihuoma

Job title: Agric officer
Associated: True
Socials: https://linkedin.com/in/helen-ihuoma-40077062

5.22.1 Helen Ihuoma’s working period at moa

5.22.2 Gantt plot of Helen Ihuoma’s experience

5.23 Ineke Van Meel

Job title: Voorlichter
Associated: True
Socials: https://linkedin.com/in/ineke-van-meel-b185381 | https://linkedin.com/in/inekevanmeel

5.23.1 Ineke Van Meel’s working period at moa

5.23.2 Gantt plot of Ineke Van Meel’s experience

5.24 Jared Lender

Job title: Assistant
Associated: True
Socials: https://linkedin.com/in/getjdl | https://linkedin.com/in/jared-lender-53549a47

5.24.1 Jared Lender’s working period at moa

5.24.2 Gantt plot of Jared Lender’s experience

5.25 Joanna Thompson

Job title: Program director
Associated: True
Socials: https://linkedin.com/in/joanna-thompson-4134ab29

5.25.1 Joanna Thompson’s working period at moa

5.25.2 Gantt plot of Joanna Thompson’s experience

5.26 Joost Drieman

Job title: Intelligence competences expert and teamleader
Associated: True
Socials: https://twitter.com/joostdrieman | https://linkedin.com/in/joost-drieman-042a32

5.26.1 Joost Drieman’s working period at moa

5.26.2 Gantt plot of Joost Drieman’s experience

5.27 Juliana De Padua

Job title: Administrativo comercial
Associated: True
Socials: https://linkedin.com/in/juliana-miranda-de-padua-20a01236

5.27.1 Juliana De Padua’s working period at moa

5.27.2 Gantt plot of Juliana De Padua’s experience

5.28 Kees Van Iwaarden

Job title: Mr
Associated: False
Socials: https://linkedin.com/in/kees-van-iwaarden-415b41b | https://linkedin.com/in/kees-van-iwaarden-437bba135

5.28.1 Kees Van Iwaarden’s working period at moa

5.28.2 Gantt plot of Kees Van Iwaarden’s experience

5.29 Kelly Neessen

Job title: Lid examencommissie vakgroep sensorisch onderzoek
Associated: True
Socials: https://linkedin.com/in/kelly-neessen-2b427723

5.29.1 Kelly Neessen’s working period at moa

5.29.2 Gantt plot of Kelly Neessen’s experience

5.30 Kevin Hickey

Job title: Materials speciialist
Associated: True
Socials: https://linkedin.com/in/kevin-hickey-a64b473a

5.30.1 Kevin Hickey’s working period at moa

5.30.2 Gantt plot of Kevin Hickey’s experience

5.31 Krzysztof Kopeć

Job title: ****
Associated: True
Socials: https://linkedin.com/in/krzysztof-kopeć-a04064150

5.31.1 Krzysztof Kopeć’s working period at moa

5.31.2 Gantt plot of Krzysztof Kopeć’s experience

5.32 Lucy Gichuki

Job title: Information specialist
Associated: True
Socials: https://linkedin.com/in/lucy-gichuki-49850439

5.32.1 Lucy Gichuki’s working period at moa

5.32.2 Gantt plot of Lucy Gichuki’s experience

5.33 Luigi Vecchio

Job title: Responsabile assicurazione qualitã
Associated: True
Socials: https://linkedin.com/in/luigi-vecchio-40803345

5.33.1 Luigi Vecchio’s working period at moa

5.33.2 Gantt plot of Luigi Vecchio’s experience

5.34 Lê Moa

Job title: ****
Associated: True
Socials: https://linkedin.com/in/lê-hằng-moa-ba243a136

5.34.1 Lê Moa’s working period at moa

5.34.2 Gantt plot of Lê Moa’s experience

5.35 Marcel Paquay

Job title: Chairman of the smart board
Associated: False
Socials: https://facebook.com/marcel.paquay | https://linkedin.com/in/marcelpaquay

5.35.1 Marcel Paquay’s working period at moa

5.35.2 Gantt plot of Marcel Paquay’s experience

5.36 Marcel Van Trier

Job title: Bestuurslid profgroep healthcare
Associated: True
Socials: https://linkedin.com/in/marcel-van-trier-113b742 | https://linkedin.com/in/marcelvantrier | https://twitter.com/vantrier

5.36.1 Marcel Van Trier’s working period at moa

5.36.2 Gantt plot of Marcel Van Trier’s experience

5.37 Marcelo Da Silva

Job title: Coordenador
Associated: True
Socials: https://linkedin.com/in/marcelo-da-silva-021a9b161

5.37.1 Marcelo Da Silva’s working period at moa

5.37.2 Gantt plot of Marcelo Da Silva’s experience

5.38 Marcelo Santos

Job title: Mecanico de arcondicionado
Associated: True
Socials: https://linkedin.com/in/marcelo-santos-05015a163

5.38.1 Marcelo Santos’s working period at moa

5.38.2 Gantt plot of Marcelo Santos’s experience

5.39 Marieke Flik

Job title: Secretaresse
Associated: False
Socials: https://linkedin.com/in/marieke-flik-14874312b

5.39.1 Marieke Flik’s working period at moa

5.39.2 Gantt plot of Marieke Flik’s experience

5.40 Marine Trezel

Job title: Chef de produit
Associated: True
Socials: https://linkedin.com/in/marine-trezel-b76263a0

5.40.1 Marine Trezel’s working period at moa

5.40.2 Gantt plot of Marine Trezel’s experience

5.41 Marion Marcy

Job title: Gã rante de magasin
Associated: True
Socials: https://facebook.com/marion.marcy | https://linkedin.com/in/marion-marcy-93285790 | https://twitter.com/marionmarcy

5.41.1 Marion Marcy’s working period at moa

5.41.2 Gantt plot of Marion Marcy’s experience

5.42 Martijn Warmoeskerken

Job title: Head of jury moawards digital and webanalist of the year
Associated: True
Socials: https://linkedin.com/in/mwarmoeskerken | https://youtube.com/user/mwarmoeskerken

5.42.1 Martijn Warmoeskerken’s working period at moa

5.42.2 Gantt plot of Martijn Warmoeskerken’s experience

5.43 Mengistu Abenet

Job title: Swc expert
Associated: True
Socials: https://linkedin.com/in/mengistu-abenet-b1b73b3a

5.43.1 Mengistu Abenet’s working period at moa

5.43.2 Gantt plot of Mengistu Abenet’s experience

5.44 Mirjam Welbers

Job title: Bestuur vakgroep sensorisch onderzoek
Associated: True
Socials: https://linkedin.com/in/mirjam-welbers-7809839

5.44.1 Mirjam Welbers’s working period at moa

5.44.2 Gantt plot of Mirjam Welbers’s experience

5.45 Mohannad Hussein

Job title: ****
Associated: True
Socials: https://linkedin.com/in/mohannad-hussein-54555712

5.45.1 Mohannad Hussein’s working period at moa

5.45.2 Gantt plot of Mohannad Hussein’s experience

5.46 Nanne Kleefstra

Job title: Resident general practice
Associated: False
Socials: https://linkedin.com/in/nanne-nanno-kleefstra-abb9b636

5.46.1 Nanne Kleefstra’s working period at moa

5.46.2 Gantt plot of Nanne Kleefstra’s experience

5.47 Nic Huiskes

Job title: Bestuurslid sectie opdrachtgevers
Associated: True
Socials: https://linkedin.com/in/nichuiskes

5.47.1 Nic Huiskes’s working period at moa

5.47.2 Gantt plot of Nic Huiskes’s experience

5.48 Nicolas Dupuy

Job title: Contrã leur de gestion
Associated: True
Socials: https://linkedin.com/in/nicolas-dupuy-b412a4140

5.48.1 Nicolas Dupuy’s working period at moa

5.48.2 Gantt plot of Nicolas Dupuy’s experience

5.49 Nitin Choudhary

Job title: Founder
Associated: True
Socials: https://linkedin.com/in/nitin-choudhary-b9437546

5.49.1 Nitin Choudhary’s working period at moa

5.49.2 Gantt plot of Nitin Choudhary’s experience

5.50 Pablo Barahona

Job title: 1er ayudante de direcciã³n webserie para alemania and austria benson and hedges making moments 2
Associated: False
Socials: https://linkedin.com/in/pablo-ivan-fernandez-barahona-a8b6a224 | https://facebook.com/pibarahona | https://twitter.com/pifbarahona

5.50.1 Pablo Barahona’s working period at moa

5.50.2 Gantt plot of Pablo Barahona’s experience

5.51 Patrick De Lima

Job title: ****
Associated: True
Socials: https://linkedin.com/in/patrick-loureiro-de-lima-b58334186

5.51.1 Patrick De Lima’s working period at moa

5.51.2 Gantt plot of Patrick De Lima’s experience

5.52 Robert Stennis

Job title: Senior supervisor
Associated: True
Socials: https://linkedin.com/in/robert-stennis-79b0b417

5.52.1 Robert Stennis’s working period at moa

5.52.2 Gantt plot of Robert Stennis’s experience

5.53 Ronald Nyaseti

Job title: Scao
Associated: True
Socials: https://linkedin.com/in/ronald-sheikh-nyaseti-91229758

5.53.1 Ronald Nyaseti’s working period at moa

5.53.2 Gantt plot of Ronald Nyaseti’s experience

5.54 Stan Knoops

Job title: Member of the supervisory board - expertise centre for marketing insights, research and analytics
Associated: True
Socials: https://facebook.com/stan.knoops | https://linkedin.com/in/stanknoops | https://twitter.com/stanknoops

5.54.1 Stan Knoops’s working period at moa

5.54.2 Gantt plot of Stan Knoops’s experience

5.55 Suliman Alkhezi

Job title: Ministry of awqaf
Associated: True
Socials: https://linkedin.com/in/suliman-alkhezi-94077a11

5.55.1 Suliman Alkhezi’s working period at moa

5.55.2 Gantt plot of Suliman Alkhezi’s experience

5.56 Tim Vacca

Job title: Director of programs
Associated: True
Socials: https://linkedin.com/in/timvacca | https://linkedin.com/in/tim-vacca-70b45612

5.56.1 Tim Vacca’s working period at moa

5.56.2 Gantt plot of Tim Vacca’s experience

5.57 Wafa Dikah

Job title: Advisor
Associated: True
Socials: https://linkedin.com/in/wafa-dikah-2b005511

5.57.1 Wafa Dikah’s working period at moa

5.57.2 Gantt plot of Wafa Dikah’s experience

5.58 Walid Abu Odeh

Job title: Director assisstant
Associated: True
Socials: https://linkedin.com/in/walid-abu-odeh-71325528

5.58.1 Walid Abu Odeh’s working period at moa

5.58.2 Gantt plot of Walid Abu Odeh’s experience

5.59 Wesam Qash

Job title: System engineer
Associated: True
Socials: https://linkedin.com/in/wesam-qash-56043140

5.59.1 Wesam Qash’s working period at moa

5.59.2 Gantt plot of Wesam Qash’s experience

5.60 Yahya Ly

Job title: Directeur
Associated: False
Socials: https://linkedin.com/in/yahya-ibrahima-ly-282050b9